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Database Learning: Toward a Database that Becomes Smarter Every Time

Summary: Database Learning: AQP that improves with each query by learning from past answers and exploiting shared distributions. Verdict on Spark SQL uses maximum entropy to yield tighter estimates; real traces show 73.7% coverage and up to 23x speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5451
Venue
SIGMOD
Year
2017
Pagerank
9.3403665e-05
Overall Rank
1,995 | 86.32%
DOI
10.1145/3035918.3064013

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{park_sigmod17,
        title = {{Database Learning: Toward a Database that Becomes Smarter Every Time}},
        author = {Park, Yongjoo and Tajik, Ahmad Shahab and Cafarella, Michael and Mozafari, Barzan},
        series = {{SIGMOD} '17},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3035918.3064013},
        url = {https://dl.acm.org/doi/10.1145/3035918.3064013},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
323 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00021264788
568 SageDB: A Learned Database System 2019 CIDR 0.0001641553
772 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00014147905
1,170 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00011827259
1,392 Northstar: An Interactive Data Science System 2018 VLDB 0.00010936065
1,799 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.7326398e-05
1,988 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 9.3501502e-05
2,620 Fauce: Fast and Accurate Deep Ensembles with Uncertainty for Cardinality Estimation 2021 VLDB 8.3363963e-05
3,366 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.4748604e-05
3,370 Revisiting Reuse for Approximate Query Processing 2017 VLDB 7.4700891e-05
4,205 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.8337021e-05
5,551 PGMJoins: Random Join Sampling with Graphical Models 2021 SIGMOD 6.1782856e-05
5,681 Survivability of Cloud Databases - Factors and Prediction 2018 SIGMOD 6.1237253e-05
5,743 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 6.1025457e-05
5,785 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 6.0892672e-05
5,906 Approximate Query Engines: Commercial Challenges and Research Opportunities 2017 SIGMOD 6.0457047e-05
6,206 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 5.9443409e-05
6,262 Mosaic: A Sample-Based Database System for Open World Query Processing 2020 CIDR 5.9361728e-05
7,847 Biathlon: Harnessing Model Resilience for Accelerating ML Inference Pipelines 2024 VLDB 5.5330423e-05
8,608 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.4024561e-05
9,392 A Step Toward Deep Online Aggregation 2023 SIGMOD 5.2755515e-05
10,760 FAAQP: Fast and Accurate Approximate Query Processing based on Bitmap-augmented Sum-Product Network 2025 SIGMOD 5.093636e-05
11,651 XLJoins 2021 SIGMOD 5.093636e-05
11,685 Toto - Benchmarking the Efficiency of a Cloud Service 2021 SIGMOD 5.093636e-05
11,749 BitGourmet: Deterministic Approximation via Optimized Bit Selection 2020 CIDR 5.093636e-05
11,781 Demonstration of BitGourmet: Data Analysis via Deterministic Approximation 2020 SIGMOD 5.093636e-05
11,845 Query-Driven Learning for Next Generation Predictive Modeling & Analytics 2019 SIGMOD 5.093636e-05
11,916 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 39 of 39 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
9 Online Aggregation 1997 SIGMOD 0.00077458002
24 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00054865648
87 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00035281619
136 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00030123303
259 Database Cracking 2007 CIDR 0.00023119313
327 The Aqua Approximate Query Answering System 1999 SIGMOD 0.00021091539
410 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.0001890421
691 Approximate Counts and Quantiles over Sliding Windows 2004 PODS 0.00014927798
819 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013815639
909 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00013291205
931 Aqua: A Fast Decision Support System Using Approximate Query Answers 1999 VLDB 0.00013125812
965 User-adaptive exploration of multidimensional data 2000 VLDB 0.00012933878
1,009 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00012684342
1,166 ICICLES: Self-tuning Samples for Approximate Query Answering 2000 VLDB 0.00011850439
1,227 Blink and It's Done: Interactive Queries on Very Large Data 2012 VLDB 0.00011582387
1,401 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010889902
1,582 SciBORQ: Scientific data management with Bounds On Runtime and Quality 2011 CIDR 0.00010295367
1,585 Dynamic Prefetching of Data Tiles for Interactive Visualization 2016 SIGMOD 0.00010288399
1,634 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 0.00010163938
1,679 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 0.00010029136
1,827 G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data 2015 SIGMOD 9.6690206e-05
1,872 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.5759874e-05
2,206 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.957715e-05
2,633 Relational Confidence Bounds Are Easy With The Bootstrap* 2005 SIGMOD 8.3224527e-05
2,868 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 8.0156936e-05
3,042 Continuous Sampling for Online Aggregation Over Multiple Queries 2010 SIGMOD 7.8231049e-05
3,157 Turbo-Charging Estimate Convergence in DBO 2009 VLDB 7.6911286e-05
3,497 Interactive Analysis of Web-Scale Data 2009 CIDR 7.3634378e-05
4,927 Neighbor-Sensitive Hashing 2016 VLDB 6.4426453e-05
5,039 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 6.3909067e-05
5,222 CliffGuard: A Principled Framework for Finding Robust Database Designs 2015 SIGMOD 6.3103741e-05
5,225 Approximate Lifted Inference with Probabilistic Databases 2015 VLDB 6.310093e-05
5,358 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 6.2492955e-05
5,514 StatAdvisor: Recommending Statistical Views 2009 VLDB 6.1901666e-05
5,700 SnappyData: A Hybrid Transactional Analytical Store Built On Spark 2016 SIGMOD 6.1167342e-05
5,906 Approximate Query Engines: Commercial Challenges and Research Opportunities 2017 SIGMOD 6.0457047e-05
6,122 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.9687498e-05
6,841 Querying Big Data by Accessing Small Data 2015 PODS 5.7574257e-05
13,555 Verdict: A System for Stochastic Query Planning 2015 CIDR -
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